{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 实验二内容\n",
    "# 数据可视化(平台课)\n",
    "# 使用提供discover数据集或自己收集专业相关数据，进行可视化。时间跨度至少包括50个时间步长。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "data = pd.read_csv('./discoveries.csv')\n",
    "# print(data)\n",
    "# 按照time排序\n",
    "data.sort_values(by='time', inplace=True)\n",
    "data.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "data = data[['value']]  # 取value的值\n",
    "\n",
    "# plt.plot(year,data)\n",
    "data.plot(subplots=True, figsize=(16, 9))\n",
    "\n",
    "\n",
    "# 设置x轴和y周标题\n",
    "plt.xlabel(\"year\")\n",
    "plt.ylabel(\"number of the discoveries\")\n",
    "\n",
    "plt.title('the number of the discoveries in the world')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
